{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tick Data from LOBSTER"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LOBSTER (Limit Order Book System - The Efficient Reconstructor) is an [online](https://lobsterdata.com/info/WhatIsLOBSTER.php) limit order book data tool to provide easy-to-use, high-quality limit order book data.\n",
    "\n",
    "Since 2013 LOBSTER acts as a data provider for the academic community, giving access to reconstructed limit order book data for the entire universe of NASDAQ traded stocks. \n",
    "\n",
    "More recently, it has started to make the data available on a commercial basis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:46:42.977793Z",
     "start_time": "2020-06-16T16:46:42.975017Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:47:13.856642Z",
     "start_time": "2020-06-16T16:47:13.843765Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pathlib import Path\n",
    "from datetime import datetime, timedelta\n",
    "from itertools import chain\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:47:25.302024Z",
     "start_time": "2020-06-16T16:47:25.297177Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Orderbook Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will illustrate the functionality using a free sample."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Obtain data here: https://lobsterdata.com/info/DataSamples.php; [this](https://lobsterdata.com/info/sample/LOBSTER_SampleFile_AMZN_2012-06-21_10.zip) is the link to the 10-level file"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code assumes the file has been extracted into a `data` subfolder of the current directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = Path('data')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use the following to label the table columns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:48:44.070178Z",
     "start_time": "2020-06-16T16:48:44.059253Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Ask Price 0',\n",
       " 'Ask Size 0',\n",
       " 'Bid Price 0',\n",
       " 'Bid Size 0',\n",
       " 'Ask Price 1',\n",
       " 'Ask Size 1',\n",
       " 'Bid Price 1',\n",
       " 'Bid Size 1',\n",
       " 'Ask Price 2',\n",
       " 'Ask Size 2',\n",
       " 'Bid Price 2',\n",
       " 'Bid Size 2',\n",
       " 'Ask Price 3',\n",
       " 'Ask Size 3',\n",
       " 'Bid Price 3',\n",
       " 'Bid Size 3',\n",
       " 'Ask Price 4',\n",
       " 'Ask Size 4',\n",
       " 'Bid Price 4',\n",
       " 'Bid Size 4',\n",
       " 'Ask Price 5',\n",
       " 'Ask Size 5',\n",
       " 'Bid Price 5',\n",
       " 'Bid Size 5',\n",
       " 'Ask Price 6',\n",
       " 'Ask Size 6',\n",
       " 'Bid Price 6',\n",
       " 'Bid Size 6',\n",
       " 'Ask Price 7',\n",
       " 'Ask Size 7',\n",
       " 'Bid Price 7',\n",
       " 'Bid Size 7',\n",
       " 'Ask Price 8',\n",
       " 'Ask Size 8',\n",
       " 'Bid Price 8',\n",
       " 'Bid Size 8',\n",
       " 'Ask Price 9',\n",
       " 'Ask Size 9',\n",
       " 'Bid Price 9',\n",
       " 'Bid Size 9']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(chain(*[('Ask Price {0},Ask Size {0},Bid Price {0},Bid Size {0}'.format(i)).split(',') for i in range(10)]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:48:46.451423Z",
     "start_time": "2020-06-16T16:48:46.444985Z"
    }
   },
   "outputs": [],
   "source": [
    "price = list(chain(*[('Ask Price {0},Bid Price {0}'.format(i)).split(',') for i in range(10)]))\n",
    "size = list(chain(*[('Ask Size {0},Bid Size {0}'.format(i)).split(',') for i in range(10)]))\n",
    "cols = list(chain(*zip(price, size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:48:49.274714Z",
     "start_time": "2020-06-16T16:48:47.895958Z"
    }
   },
   "outputs": [],
   "source": [
    "order_data = 'AMZN_2012-06-21_34200000_57600000_orderbook_10.csv'\n",
    "orders = pd.read_csv(path / order_data, header=None, names=cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-29T22:02:18.999915Z",
     "start_time": "2018-10-29T22:02:18.883761Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 40 columns):\n",
      "Ask Price 0    269748 non-null int64\n",
      "Ask Size 0     269748 non-null int64\n",
      "Bid Price 0    269748 non-null int64\n",
      "Bid Size 0     269748 non-null int64\n",
      "Ask Price 1    269748 non-null int64\n",
      "Ask Size 1     269748 non-null int64\n",
      "Bid Price 1    269748 non-null int64\n",
      "Bid Size 1     269748 non-null int64\n",
      "Ask Price 2    269748 non-null int64\n",
      "Ask Size 2     269748 non-null int64\n",
      "Bid Price 2    269748 non-null int64\n",
      "Bid Size 2     269748 non-null int64\n",
      "Ask Price 3    269748 non-null int64\n",
      "Ask Size 3     269748 non-null int64\n",
      "Bid Price 3    269748 non-null int64\n",
      "Bid Size 3     269748 non-null int64\n",
      "Ask Price 4    269748 non-null int64\n",
      "Ask Size 4     269748 non-null int64\n",
      "Bid Price 4    269748 non-null int64\n",
      "Bid Size 4     269748 non-null int64\n",
      "Ask Price 5    269748 non-null int64\n",
      "Ask Size 5     269748 non-null int64\n",
      "Bid Price 5    269748 non-null int64\n",
      "Bid Size 5     269748 non-null int64\n",
      "Ask Price 6    269748 non-null int64\n",
      "Ask Size 6     269748 non-null int64\n",
      "Bid Price 6    269748 non-null int64\n",
      "Bid Size 6     269748 non-null int64\n",
      "Ask Price 7    269748 non-null int64\n",
      "Ask Size 7     269748 non-null int64\n",
      "Bid Price 7    269748 non-null int64\n",
      "Bid Size 7     269748 non-null int64\n",
      "Ask Price 8    269748 non-null int64\n",
      "Ask Size 8     269748 non-null int64\n",
      "Bid Price 8    269748 non-null int64\n",
      "Bid Size 8     269748 non-null int64\n",
      "Ask Price 9    269748 non-null int64\n",
      "Ask Size 9     269748 non-null int64\n",
      "Bid Price 9    269748 non-null int64\n",
      "Bid Size 9     269748 non-null int64\n",
      "dtypes: int64(40)\n",
      "memory usage: 82.3 MB\n"
     ]
    }
   ],
   "source": [
    "orders.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:04.814952Z",
     "start_time": "2020-06-16T16:50:04.792777Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ask Price 0</th>\n",
       "      <th>Ask Size 0</th>\n",
       "      <th>Bid Price 0</th>\n",
       "      <th>Bid Size 0</th>\n",
       "      <th>Ask Price 1</th>\n",
       "      <th>Ask Size 1</th>\n",
       "      <th>Bid Price 1</th>\n",
       "      <th>Bid Size 1</th>\n",
       "      <th>Ask Price 2</th>\n",
       "      <th>Ask Size 2</th>\n",
       "      <th>...</th>\n",
       "      <th>Bid Price 7</th>\n",
       "      <th>Bid Size 7</th>\n",
       "      <th>Ask Price 8</th>\n",
       "      <th>Ask Size 8</th>\n",
       "      <th>Bid Price 8</th>\n",
       "      <th>Bid Size 8</th>\n",
       "      <th>Ask Price 9</th>\n",
       "      <th>Ask Size 9</th>\n",
       "      <th>Bid Price 9</th>\n",
       "      <th>Bid Size 9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2231800</td>\n",
       "      <td>100</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>2230700</td>\n",
       "      <td>200</td>\n",
       "      <td>2240000</td>\n",
       "      <td>220</td>\n",
       "      <td>...</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202000</td>\n",
       "      <td>100</td>\n",
       "      <td>2298000</td>\n",
       "      <td>100</td>\n",
       "      <td>2189700</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2238100</td>\n",
       "      <td>21</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>2231800</td>\n",
       "      <td>100</td>\n",
       "      <td>2240000</td>\n",
       "      <td>220</td>\n",
       "      <td>...</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "      <td>2298000</td>\n",
       "      <td>100</td>\n",
       "      <td>2202000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2238100</td>\n",
       "      <td>21</td>\n",
       "      <td>2239600</td>\n",
       "      <td>20</td>\n",
       "      <td>2231800</td>\n",
       "      <td>100</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "      <td>2267700</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2238100</td>\n",
       "      <td>21</td>\n",
       "      <td>2239600</td>\n",
       "      <td>20</td>\n",
       "      <td>2237500</td>\n",
       "      <td>100</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2267700</td>\n",
       "      <td>100</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2238100</td>\n",
       "      <td>21</td>\n",
       "      <td>2239600</td>\n",
       "      <td>20</td>\n",
       "      <td>2237500</td>\n",
       "      <td>100</td>\n",
       "      <td>2239900</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2267700</td>\n",
       "      <td>100</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Ask Price 0  Ask Size 0  Bid Price 0  Bid Size 0  Ask Price 1  Ask Size 1  \\\n",
       "0      2239500         100      2231800         100      2239900         100   \n",
       "1      2239500         100      2238100          21      2239900         100   \n",
       "2      2239500         100      2238100          21      2239600          20   \n",
       "3      2239500         100      2238100          21      2239600          20   \n",
       "4      2239500         100      2238100          21      2239600          20   \n",
       "\n",
       "   Bid Price 1  Bid Size 1  Ask Price 2  Ask Size 2  ...  Bid Price 7  \\\n",
       "0      2230700         200      2240000         220  ...      2202500   \n",
       "1      2231800         100      2240000         220  ...      2204000   \n",
       "2      2231800         100      2239900         100  ...      2204000   \n",
       "3      2237500         100      2239900         100  ...      2213000   \n",
       "4      2237500         100      2239900         100  ...      2213000   \n",
       "\n",
       "   Bid Size 7  Ask Price 8  Ask Size 8  Bid Price 8  Bid Size 8  Ask Price 9  \\\n",
       "0        5000      2294300         100      2202000         100      2298000   \n",
       "1         100      2294300         100      2202500        5000      2298000   \n",
       "2         100      2267700         100      2202500        5000      2294300   \n",
       "3        4000      2267700         100      2204000         100      2294300   \n",
       "4        4000      2267700         100      2204000         100      2294300   \n",
       "\n",
       "   Ask Size 9  Bid Price 9  Bid Size 9  \n",
       "0         100      2189700         100  \n",
       "1         100      2202000         100  \n",
       "2         100      2202000         100  \n",
       "3         100      2202500        5000  \n",
       "4         100      2202500        5000  \n",
       "\n",
       "[5 rows x 40 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "orders.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parse Message Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Message Type Codes:\n",
    "\n",
    "    1: Submission of a new limit order\n",
    "    2: Cancellation (Partial deletion \n",
    "       of a limit order)\n",
    "    3: Deletion (Total deletion of a limit order)\n",
    "    4: Execution of a visible limit order\t\t\t   \t \n",
    "    5: Execution of a hidden limit order\n",
    "    7: Trading halt indicator \t\t\t\t   \n",
    "       (Detailed information below)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:09.785214Z",
     "start_time": "2020-06-16T16:50:09.779708Z"
    }
   },
   "outputs": [],
   "source": [
    "types = {1: 'submission',\n",
    "         2: 'cancellation',\n",
    "         3: 'deletion',\n",
    "         4: 'execution_visible',\n",
    "         5: 'execution_hidden',\n",
    "         7: 'trading_halt'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:10.104423Z",
     "start_time": "2020-06-16T16:50:10.099088Z"
    }
   },
   "outputs": [],
   "source": [
    "trading_date = '2012-06-21'\n",
    "levels = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:10.929183Z",
     "start_time": "2020-06-16T16:50:10.634355Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 6 columns):\n",
      " #   Column     Non-Null Count   Dtype  \n",
      "---  ------     --------------   -----  \n",
      " 0   time       269748 non-null  float64\n",
      " 1   type       269748 non-null  int64  \n",
      " 2   order_id   269748 non-null  int64  \n",
      " 3   size       269748 non-null  int64  \n",
      " 4   price      269748 non-null  int64  \n",
      " 5   direction  269748 non-null  int64  \n",
      "dtypes: float64(1), int64(5)\n",
      "memory usage: 12.3 MB\n"
     ]
    }
   ],
   "source": [
    "message_data = 'AMZN_{}_34200000_57600000_message_{}.csv'.format(\n",
    "    trading_date, levels)\n",
    "messages = pd.read_csv(path / message_data,\n",
    "                       header=None,\n",
    "                       names=['time', 'type', 'order_id', 'size', 'price', 'direction'])\n",
    "messages.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:12.568197Z",
     "start_time": "2020-06-16T16:50:12.553288Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>order_id</th>\n",
       "      <th>size</th>\n",
       "      <th>price</th>\n",
       "      <th>direction</th>\n",
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       "  </thead>\n",
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       "      <td>34200.017460</td>\n",
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       "      <td>1</td>\n",
       "      <td>2238200</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34200.189608</td>\n",
       "      <td>1</td>\n",
       "      <td>11885113</td>\n",
       "      <td>21</td>\n",
       "      <td>2238100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34200.189608</td>\n",
       "      <td>1</td>\n",
       "      <td>3911376</td>\n",
       "      <td>20</td>\n",
       "      <td>2239600</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34200.189608</td>\n",
       "      <td>1</td>\n",
       "      <td>11534792</td>\n",
       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34200.189608</td>\n",
       "      <td>1</td>\n",
       "      <td>1365373</td>\n",
       "      <td>13</td>\n",
       "      <td>2240000</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           time  type  order_id  size    price  direction\n",
       "0  34200.017460     5         0     1  2238200         -1\n",
       "1  34200.189608     1  11885113    21  2238100          1\n",
       "2  34200.189608     1   3911376    20  2239600         -1\n",
       "3  34200.189608     1  11534792   100  2237500          1\n",
       "4  34200.189608     1   1365373    13  2240000         -1"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Around 80% of executions were visible, the remaining 20% were not:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:15.071785Z",
     "start_time": "2020-06-16T16:50:14.969265Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "submission           131954\n",
       "deletion             123458\n",
       "execution_visible      8974\n",
       "cancellation           2917\n",
       "execution_hidden       2445\n",
       "Name: type, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.type.map(types).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:15.273102Z",
     "start_time": "2020-06-16T16:50:15.197936Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "      <th>order_id</th>\n",
       "      <th>size</th>\n",
       "      <th>price</th>\n",
       "      <th>direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-06-21 09:30:00.017459617</td>\n",
       "      <td>5</td>\n",
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       "      <td>1</td>\n",
       "      <td>2238200</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
       "      <td>1</td>\n",
       "      <td>11885113</td>\n",
       "      <td>21</td>\n",
       "      <td>2238100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
       "      <td>1</td>\n",
       "      <td>3911376</td>\n",
       "      <td>20</td>\n",
       "      <td>2239600</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
       "      <td>1</td>\n",
       "      <td>11534792</td>\n",
       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2012-06-21 09:30:00.189607670</td>\n",
       "      <td>1</td>\n",
       "      <td>1365373</td>\n",
       "      <td>13</td>\n",
       "      <td>2240000</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           time  type  order_id  size    price  direction\n",
       "0 2012-06-21 09:30:00.017459617     5         0     1  2238200         -1\n",
       "1 2012-06-21 09:30:00.189607670     1  11885113    21  2238100          1\n",
       "2 2012-06-21 09:30:00.189607670     1   3911376    20  2239600         -1\n",
       "3 2012-06-21 09:30:00.189607670     1  11534792   100  2237500          1\n",
       "4 2012-06-21 09:30:00.189607670     1   1365373    13  2240000         -1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "messages.time = pd.to_timedelta(messages.time, unit='s')\n",
    "messages['trading_date'] = pd.to_datetime(trading_date)\n",
    "messages.time = messages.trading_date.add(messages.time)\n",
    "messages.drop('trading_date', axis=1, inplace=True)\n",
    "messages.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Combine message and price data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:15.593509Z",
     "start_time": "2020-06-16T16:50:15.395548Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 269748 entries, 0 to 269747\n",
      "Data columns (total 46 columns):\n",
      " #   Column       Non-Null Count   Dtype         \n",
      "---  ------       --------------   -----         \n",
      " 0   time         269748 non-null  datetime64[ns]\n",
      " 1   type         269748 non-null  int64         \n",
      " 2   order_id     269748 non-null  int64         \n",
      " 3   size         269748 non-null  int64         \n",
      " 4   price        269748 non-null  int64         \n",
      " 5   direction    269748 non-null  int64         \n",
      " 6   Ask Price 0  269748 non-null  int64         \n",
      " 7   Ask Size 0   269748 non-null  int64         \n",
      " 8   Bid Price 0  269748 non-null  int64         \n",
      " 9   Bid Size 0   269748 non-null  int64         \n",
      " 10  Ask Price 1  269748 non-null  int64         \n",
      " 11  Ask Size 1   269748 non-null  int64         \n",
      " 12  Bid Price 1  269748 non-null  int64         \n",
      " 13  Bid Size 1   269748 non-null  int64         \n",
      " 14  Ask Price 2  269748 non-null  int64         \n",
      " 15  Ask Size 2   269748 non-null  int64         \n",
      " 16  Bid Price 2  269748 non-null  int64         \n",
      " 17  Bid Size 2   269748 non-null  int64         \n",
      " 18  Ask Price 3  269748 non-null  int64         \n",
      " 19  Ask Size 3   269748 non-null  int64         \n",
      " 20  Bid Price 3  269748 non-null  int64         \n",
      " 21  Bid Size 3   269748 non-null  int64         \n",
      " 22  Ask Price 4  269748 non-null  int64         \n",
      " 23  Ask Size 4   269748 non-null  int64         \n",
      " 24  Bid Price 4  269748 non-null  int64         \n",
      " 25  Bid Size 4   269748 non-null  int64         \n",
      " 26  Ask Price 5  269748 non-null  int64         \n",
      " 27  Ask Size 5   269748 non-null  int64         \n",
      " 28  Bid Price 5  269748 non-null  int64         \n",
      " 29  Bid Size 5   269748 non-null  int64         \n",
      " 30  Ask Price 6  269748 non-null  int64         \n",
      " 31  Ask Size 6   269748 non-null  int64         \n",
      " 32  Bid Price 6  269748 non-null  int64         \n",
      " 33  Bid Size 6   269748 non-null  int64         \n",
      " 34  Ask Price 7  269748 non-null  int64         \n",
      " 35  Ask Size 7   269748 non-null  int64         \n",
      " 36  Bid Price 7  269748 non-null  int64         \n",
      " 37  Bid Size 7   269748 non-null  int64         \n",
      " 38  Ask Price 8  269748 non-null  int64         \n",
      " 39  Ask Size 8   269748 non-null  int64         \n",
      " 40  Bid Price 8  269748 non-null  int64         \n",
      " 41  Bid Size 8   269748 non-null  int64         \n",
      " 42  Ask Price 9  269748 non-null  int64         \n",
      " 43  Ask Size 9   269748 non-null  int64         \n",
      " 44  Bid Price 9  269748 non-null  int64         \n",
      " 45  Bid Size 9   269748 non-null  int64         \n",
      "dtypes: datetime64[ns](1), int64(45)\n",
      "memory usage: 94.7 MB\n"
     ]
    }
   ],
   "source": [
    "data = pd.concat([messages, orders], axis=1)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:17.564814Z",
     "start_time": "2020-06-16T16:50:17.552669Z"
    }
   },
   "outputs": [],
   "source": [
    "ex = data[data.type.isin([4, 5])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:18.335571Z",
     "start_time": "2020-06-16T16:50:18.314955Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th>Bid Size 0</th>\n",
       "      <th>...</th>\n",
       "      <th>Bid Price 7</th>\n",
       "      <th>Bid Size 7</th>\n",
       "      <th>Ask Price 8</th>\n",
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       "      <th>Bid Size 9</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012-06-21 09:30:00.017459617</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
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       "      <td>2231800</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2202500</td>\n",
       "      <td>5000</td>\n",
       "      <td>2294300</td>\n",
       "      <td>100</td>\n",
       "      <td>2202000</td>\n",
       "      <td>100</td>\n",
       "      <td>2298000</td>\n",
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       "      <td>2189700</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2012-06-21 09:30:00.190226476</td>\n",
       "      <td>4</td>\n",
       "      <td>11885113</td>\n",
       "      <td>21</td>\n",
       "      <td>2238100</td>\n",
       "      <td>1</td>\n",
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       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>2230400</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2230000</td>\n",
       "      <td>10</td>\n",
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       "      <td>5</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2012-06-21 09:30:00.190226476</td>\n",
       "      <td>4</td>\n",
       "      <td>11534792</td>\n",
       "      <td>26</td>\n",
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       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2230400</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2230000</td>\n",
       "      <td>10</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2012-06-21 09:30:00.372779672</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>2238400</td>\n",
       "      <td>-1</td>\n",
       "      <td>2239500</td>\n",
       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2012-06-21 09:30:00.375671205</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>100</td>\n",
       "      <td>2238400</td>\n",
       "      <td>-1</td>\n",
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       "      <td>100</td>\n",
       "      <td>2237500</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>2226200</td>\n",
       "      <td>100</td>\n",
       "      <td>2244900</td>\n",
       "      <td>100</td>\n",
       "      <td>2213000</td>\n",
       "      <td>4000</td>\n",
       "      <td>2245000</td>\n",
       "      <td>5</td>\n",
       "      <td>2204000</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            time  type  order_id  size    price  direction  \\\n",
       "0  2012-06-21 09:30:00.017459617     5         0     1  2238200         -1   \n",
       "32 2012-06-21 09:30:00.190226476     4  11885113    21  2238100          1   \n",
       "33 2012-06-21 09:30:00.190226476     4  11534792    26  2237500          1   \n",
       "37 2012-06-21 09:30:00.372779672     5         0   100  2238400         -1   \n",
       "38 2012-06-21 09:30:00.375671205     5         0   100  2238400         -1   \n",
       "\n",
       "    Ask Price 0  Ask Size 0  Bid Price 0  Bid Size 0  ...  Bid Price 7  \\\n",
       "0       2239500         100      2231800         100  ...      2202500   \n",
       "32      2239500         100      2237500         100  ...      2230400   \n",
       "33      2239500         100      2237500          74  ...      2230400   \n",
       "37      2239500         100      2237500          74  ...      2226200   \n",
       "38      2239500         100      2237500          74  ...      2226200   \n",
       "\n",
       "    Bid Size 7  Ask Price 8  Ask Size 8  Bid Price 8  Bid Size 8  Ask Price 9  \\\n",
       "0         5000      2294300         100      2202000         100      2298000   \n",
       "32         100      2244900         100      2230000          10      2245000   \n",
       "33         100      2244900         100      2230000          10      2245000   \n",
       "37         100      2244900         100      2213000        4000      2245000   \n",
       "38         100      2244900         100      2213000        4000      2245000   \n",
       "\n",
       "    Ask Size 9  Bid Price 9  Bid Size 9  \n",
       "0          100      2189700         100  \n",
       "32           5      2226200         100  \n",
       "33           5      2226200         100  \n",
       "37           5      2204000         100  \n",
       "38           5      2204000         100  \n",
       "\n",
       "[5 rows x 46 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot limit order prices for messages with visible or hidden execution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:47.143327Z",
     "start_time": "2020-06-16T16:50:47.139106Z"
    }
   },
   "outputs": [],
   "source": [
    "cmaps = {'Bid': 'Blues','Ask': 'Reds'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:50:53.020109Z",
     "start_time": "2020-06-16T16:50:47.334530Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax=plt.subplots(figsize=(14, 8))\n",
    "time = ex['time'].dt.to_pydatetime()\n",
    "for i in range(10):\n",
    "    for t in ['Bid', 'Ask']:\n",
    "        y, c = ex['{} Price {}'.format(t, i)], ex['{} Size {}'.format(t, i)]\n",
    "        ax.scatter(x=time, y=y, c=c, cmap=cmaps[t], s=1, vmin=1, vmax=c.quantile(.95))\n",
    "ax.set_xlim(datetime(2012, 6, 21, 9, 30), datetime(2012, 6, 21, 16, 0))\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot prices for all order types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-16T16:55:44.981419Z",
     "start_time": "2020-06-16T16:53:48.679516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax=plt.subplots(figsize=(14, 8))\n",
    "time = data['time'].dt.to_pydatetime()\n",
    "for i in range(10):\n",
    "    for t in ['Bid', 'Ask']:\n",
    "        y, c = data['{} Price {}'.format(t, i)], data['{} Size {}'.format(t, i)]\n",
    "        ax.scatter(x=time, y=y, c=c, cmap=cmaps[t], s=1, vmin=1, vmax=c.quantile(.95))\n",
    "ax.set_xlim(datetime(2012, 6, 21, 9, 30), datetime(2012, 6, 21, 16, 0))\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
